Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 1677 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 452.1 KiB |
| Average record size in memory | 276.1 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 18 |
| Boolean | 1 |
Age is highly overall correlated with TotalWorkingYears and 1 other fields | High correlation |
DistanceFromHome is highly overall correlated with DistanceFromHome_out | High correlation |
MonthlyIncome is highly overall correlated with TotalWorkingYears and 1 other fields | High correlation |
NumCompaniesWorked is highly overall correlated with YearsInJobs and 1 other fields | High correlation |
TotalWorkingYears is highly overall correlated with Age and 6 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 5 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with TotalWorkingYears and 4 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany | High correlation |
YearsWithCurrManager is highly overall correlated with TotalWorkingYears and 4 other fields | High correlation |
CurrManagerTotal is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsInJobs is highly overall correlated with NumCompaniesWorked and 4 other fields | High correlation |
Department is highly overall correlated with EducationField and 1 other fields | High correlation |
EducationField is highly overall correlated with Department | High correlation |
JobLevel is highly overall correlated with MonthlyIncome and 2 other fields | High correlation |
JobRole is highly overall correlated with Department and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
DistanceFromHome_out is highly overall correlated with DistanceFromHome | High correlation |
Age_out is highly overall correlated with Age | High correlation |
JobHopper is highly overall correlated with NumCompaniesWorked | High correlation |
DistanceFromHome_out is highly imbalanced (79.8%) | Imbalance |
Age_out is highly imbalanced (89.9%) | Imbalance |
TrainingTimesLastYear has 50 (3.0%) zeros | Zeros |
YearsAtCompany has 54 (3.2%) zeros | Zeros |
YearsInCurrentRole has 307 (18.3%) zeros | Zeros |
YearsSinceLastPromotion has 726 (43.3%) zeros | Zeros |
YearsWithCurrManager has 298 (17.8%) zeros | Zeros |
CurrManagerTotal has 298 (17.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-06 20:42:38.935980 |
|---|---|
| Analysis finished | 2023-03-06 20:44:26.458910 |
| Duration | 1 minute and 47.52 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.036971 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 35 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.5071116 |
|---|---|
| Coefficient of variation (CV) | 0.23606622 |
| Kurtosis | -0.13284552 |
| Mean | 36.036971 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.45409276 |
| Sum | 60434 |
| Variance | 72.370947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 36 | 101 | 6.0% |
| 29 | 96 | 5.7% |
| 34 | 95 | 5.7% |
| 31 | 90 | 5.4% |
| 35 | 89 | 5.3% |
| 38 | 88 | 5.2% |
| 40 | 79 | 4.7% |
| 27 | 67 | 4.0% |
| 30 | 66 | 3.9% |
| 28 | 62 | 3.7% |
| Other values (33) | 844 |
| Value | Count | Frequency (%) |
| 18 | 12 | 0.7% |
| 19 | 13 | 0.8% |
| 20 | 6 | 0.4% |
| 21 | 16 | 1.0% |
| 22 | 14 | 0.8% |
| 23 | 20 | 1.2% |
| 24 | 23 | 1.4% |
| 25 | 36 | |
| 26 | 45 | |
| 27 | 67 |
| Value | Count | Frequency (%) |
| 60 | 3 | 0.2% |
| 59 | 10 | |
| 58 | 9 | |
| 57 | 4 | 0.2% |
| 56 | 10 | |
| 55 | 17 | |
| 54 | 7 | 0.4% |
| 53 | 15 | |
| 52 | 18 | |
| 51 | 14 |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 126 |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.397138 |
| Min length | 10 |
Characters and Unicode
| Total characters | 22467 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Frequently |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 1290 | |
| Travel_Frequently | 261 | 15.6% |
| Non-Travel | 126 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 1290 | |
| travel_frequently | 261 | 15.6% |
| non-travel | 126 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3489 | |
| r | 3228 | |
| l | 3228 | |
| a | 2967 | |
| T | 1677 | |
| v | 1677 | |
| y | 1551 | |
| _ | 1551 | |
| R | 1290 | 5.7% |
| n | 387 | 1.7% |
| Other values (7) | 1422 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 17436 | |
| Uppercase Letter | 3354 | 14.9% |
| Connector Punctuation | 1551 | 6.9% |
| Dash Punctuation | 126 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3489 | |
| r | 3228 | |
| l | 3228 | |
| a | 2967 | |
| v | 1677 | |
| y | 1551 | |
| n | 387 | 2.2% |
| q | 261 | 1.5% |
| u | 261 | 1.5% |
| t | 261 | 1.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1677 | |
| R | 1290 | |
| F | 261 | 7.8% |
| N | 126 | 3.8% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1551 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 126 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20790 | |
| Common | 1677 | 7.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3489 | |
| r | 3228 | |
| l | 3228 | |
| a | 2967 | |
| T | 1677 | |
| v | 1677 | |
| y | 1551 | |
| R | 1290 | 6.2% |
| n | 387 | 1.9% |
| F | 261 | 1.3% |
| Other values (5) | 1035 | 5.0% |
Common
| Value | Count | Frequency (%) |
| _ | 1551 | |
| - | 126 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22467 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3489 | |
| r | 3228 | |
| l | 3228 | |
| a | 2967 | |
| T | 1677 | |
| v | 1677 | |
| y | 1551 | |
| _ | 1551 | |
| R | 1290 | 5.7% |
| n | 387 | 1.7% |
| Other values (7) | 1422 |
DailyRate
Real number (ℝ)
| Distinct | 625 |
|---|---|
| Distinct (%) | 37.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 892.74955 |
| Minimum | 107 |
|---|---|
| Maximum | 3921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 107 |
|---|---|
| 5-th percentile | 277 |
| Q1 | 589 |
| median | 890 |
| Q3 | 1223 |
| 95-th percentile | 1443 |
| Maximum | 3921 |
| Range | 3814 |
| Interquartile range (IQR) | 634 |
Descriptive statistics
| Standard deviation | 374.49626 |
|---|---|
| Coefficient of variation (CV) | 0.41948636 |
| Kurtosis | 1.3832517 |
| Mean | 892.74955 |
| Median Absolute Deviation (MAD) | 316 |
| Skewness | 0.16161078 |
| Sum | 1497141 |
| Variance | 140247.45 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1082 | 16 | 1.0% |
| 775 | 12 | 0.7% |
| 465 | 11 | 0.7% |
| 855 | 11 | 0.7% |
| 1329 | 10 | 0.6% |
| 1157 | 10 | 0.6% |
| 806 | 10 | 0.6% |
| 827 | 10 | 0.6% |
| 989 | 9 | 0.5% |
| 658 | 9 | 0.5% |
| Other values (615) | 1569 |
| Value | Count | Frequency (%) |
| 107 | 1 | 0.1% |
| 111 | 1 | 0.1% |
| 115 | 2 | 0.1% |
| 116 | 1 | 0.1% |
| 117 | 5 | |
| 118 | 1 | 0.1% |
| 119 | 3 | |
| 124 | 2 | 0.1% |
| 130 | 4 | |
| 135 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 3921 | 1 | 0.1% |
| 1499 | 2 | 0.1% |
| 1498 | 1 | 0.1% |
| 1495 | 4 | |
| 1492 | 1 | 0.1% |
| 1490 | 4 | |
| 1489 | 1 | 0.1% |
| 1488 | 1 | 0.1% |
| 1485 | 5 | |
| 1482 | 1 | 0.1% |
Department
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 39 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 17.062612 |
| Min length | 5 |
Characters and Unicode
| Total characters | 28614 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Sales |
| 3rd row | Sales |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 1167 | |
| Sales | 471 | |
| Human Resources | 39 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 1167 | |
| 1167 | ||
| development | 1167 | |
| sales | 471 | |
| human | 39 | 1.0% |
| resources | 39 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6384 | |
| 2373 | 8.3% | |
| s | 1716 | 6.0% |
| a | 1677 | 5.9% |
| l | 1638 | 5.7% |
| R | 1206 | 4.2% |
| r | 1206 | 4.2% |
| c | 1206 | 4.2% |
| n | 1206 | 4.2% |
| m | 1206 | 4.2% |
| Other values (10) | 8796 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22191 | |
| Uppercase Letter | 2883 | 10.1% |
| Space Separator | 2373 | 8.3% |
| Other Punctuation | 1167 | 4.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6384 | |
| s | 1716 | 7.7% |
| a | 1677 | 7.6% |
| l | 1638 | 7.4% |
| r | 1206 | 5.4% |
| c | 1206 | 5.4% |
| n | 1206 | 5.4% |
| m | 1206 | 5.4% |
| o | 1206 | 5.4% |
| p | 1167 | 5.3% |
| Other values (4) | 3579 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1206 | |
| D | 1167 | |
| S | 471 | 16.3% |
| H | 39 | 1.4% |
Space Separator
| Value | Count | Frequency (%) |
| 2373 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 1167 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25074 | |
| Common | 3540 | 12.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6384 | |
| s | 1716 | 6.8% |
| a | 1677 | 6.7% |
| l | 1638 | 6.5% |
| R | 1206 | 4.8% |
| r | 1206 | 4.8% |
| c | 1206 | 4.8% |
| n | 1206 | 4.8% |
| m | 1206 | 4.8% |
| o | 1206 | 4.8% |
| Other values (8) | 6423 |
Common
| Value | Count | Frequency (%) |
| 2373 | ||
| & | 1167 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28614 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6384 | |
| 2373 | 8.3% | |
| s | 1716 | 6.0% |
| a | 1677 | 5.9% |
| l | 1638 | 5.7% |
| R | 1206 | 4.2% |
| r | 1206 | 4.2% |
| c | 1206 | 4.2% |
| n | 1206 | 4.2% |
| m | 1206 | 4.2% |
| Other values (10) | 8796 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6839595 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 12 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.8261426 |
|---|---|
| Coefficient of variation (CV) | 0.90121823 |
| Kurtosis | 0.10082791 |
| Mean | 8.6839595 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.0715877 |
| Sum | 14563 |
| Variance | 61.248507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 278 | |
| 1 | 237 | |
| 8 | 104 | 6.2% |
| 9 | 101 | 6.0% |
| 10 | 99 | 5.9% |
| 3 | 95 | 5.7% |
| 7 | 91 | 5.4% |
| 6 | 78 | 4.7% |
| 5 | 74 | 4.4% |
| 4 | 64 | 3.8% |
| Other values (19) | 456 |
| Value | Count | Frequency (%) |
| 1 | 237 | |
| 2 | 278 | |
| 3 | 95 | 5.7% |
| 4 | 64 | 3.8% |
| 5 | 74 | 4.4% |
| 6 | 78 | 4.7% |
| 7 | 91 | 5.4% |
| 8 | 104 | 6.2% |
| 9 | 101 | 6.0% |
| 10 | 99 | 5.9% |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 26 | |
| 27 | 9 | 0.5% |
| 26 | 24 | |
| 25 | 26 | |
| 24 | 28 | |
| 23 | 24 | |
| 22 | 16 | |
| 21 | 18 | |
| 20 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 44 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 683 | |
| 4 | 464 | |
| 2 | 304 | |
| 1 | 182 | 10.9% |
| 5 | 44 | 2.6% |
EducationField
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.487179 |
| Min length | 5 |
Characters and Unicode
| Total characters | 17587 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medical |
|---|---|
| 2nd row | Other |
| 3rd row | Marketing |
| 4th row | Medical |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 775 | |
| Medical | 549 | |
| Marketing | 152 | 9.1% |
| Technical Degree | 106 | 6.3% |
| Other | 82 | 4.9% |
| Human Resources | 13 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 775 | |
| sciences | 775 | |
| medical | 549 | |
| marketing | 152 | 5.9% |
| technical | 106 | 4.1% |
| degree | 106 | 4.1% |
| other | 82 | 3.2% |
| human | 13 | 0.5% |
| resources | 13 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3558 | |
| i | 2357 | |
| c | 2324 | |
| n | 1046 | 5.9% |
| 894 | 5.1% | |
| a | 820 | 4.7% |
| s | 801 | 4.6% |
| L | 775 | 4.4% |
| f | 775 | 4.4% |
| S | 775 | 4.4% |
| Other values (16) | 3462 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14122 | |
| Uppercase Letter | 2571 | 14.6% |
| Space Separator | 894 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3558 | |
| i | 2357 | |
| c | 2324 | |
| n | 1046 | 7.4% |
| a | 820 | 5.8% |
| s | 801 | 5.7% |
| f | 775 | 5.5% |
| l | 655 | 4.6% |
| d | 549 | 3.9% |
| r | 353 | 2.5% |
| Other values (7) | 884 | 6.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 775 | |
| S | 775 | |
| M | 701 | |
| T | 106 | 4.1% |
| D | 106 | 4.1% |
| O | 82 | 3.2% |
| H | 13 | 0.5% |
| R | 13 | 0.5% |
Space Separator
| Value | Count | Frequency (%) |
| 894 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16693 | |
| Common | 894 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3558 | |
| i | 2357 | |
| c | 2324 | |
| n | 1046 | 6.3% |
| a | 820 | 4.9% |
| s | 801 | 4.8% |
| L | 775 | 4.6% |
| f | 775 | 4.6% |
| S | 775 | 4.6% |
| M | 701 | 4.2% |
| Other values (15) | 2761 |
Common
| Value | Count | Frequency (%) |
| 894 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17587 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3558 | |
| i | 2357 | |
| c | 2324 | |
| n | 1046 | 5.9% |
| 894 | 5.1% | |
| a | 820 | 4.7% |
| s | 801 | 4.6% |
| L | 775 | 4.4% |
| f | 775 | 4.4% |
| S | 775 | 4.4% |
| Other values (16) | 3462 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 4 | |
|---|---|
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 537 | |
| 3 | 496 | |
| 2 | 345 | |
| 1 | 299 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7310674 |
| Min length | 4 |
Characters and Unicode
| Total characters | 7934 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 1064 | |
| Female | 613 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 1064 | |
| female | 613 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2290 | |
| a | 1677 | |
| l | 1677 | |
| M | 1064 | |
| F | 613 | 7.7% |
| m | 613 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6257 | |
| Uppercase Letter | 1677 | 21.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2290 | |
| a | 1677 | |
| l | 1677 | |
| m | 613 | 9.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1064 | |
| F | 613 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7934 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2290 | |
| a | 1677 | |
| l | 1677 | |
| M | 1064 | |
| F | 613 | 7.7% |
| m | 613 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7934 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2290 | |
| a | 1677 | |
| l | 1677 | |
| M | 1064 | |
| F | 613 | 7.7% |
| m | 613 | 7.7% |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.79845 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 51 |
| median | 69 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 19.435928 |
|---|---|
| Coefficient of variation (CV) | 0.28667216 |
| Kurtosis | -1.1356881 |
| Mean | 67.79845 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | -0.12030233 |
| Sum | 113698 |
| Variance | 377.7553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 42 | 41 | 2.4% |
| 84 | 41 | 2.4% |
| 96 | 39 | 2.3% |
| 66 | 39 | 2.3% |
| 78 | 39 | 2.3% |
| 72 | 37 | 2.2% |
| 82 | 37 | 2.2% |
| 41 | 35 | 2.1% |
| 95 | 35 | 2.1% |
| 62 | 35 | 2.1% |
| Other values (61) | 1299 |
| Value | Count | Frequency (%) |
| 30 | 13 | |
| 31 | 5 | 0.3% |
| 32 | 23 | |
| 33 | 13 | |
| 34 | 6 | 0.4% |
| 35 | 16 | |
| 36 | 14 | |
| 37 | 16 | |
| 38 | 5 | 0.3% |
| 39 | 12 |
| Value | Count | Frequency (%) |
| 100 | 23 | |
| 99 | 14 | 0.8% |
| 98 | 32 | |
| 97 | 26 | |
| 96 | 39 | |
| 95 | 35 | |
| 94 | 21 | |
| 93 | 18 | |
| 92 | 29 | |
| 91 | 24 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 73 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1107 | |
| 2 | 358 | 21.3% |
| 4 | 139 | 8.3% |
| 1 | 73 | 4.4% |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 656 | |
| 2 | 617 | |
| 3 | 235 | 14.0% |
| 4 | 94 | 5.6% |
| 5 | 75 | 4.5% |
JobRole
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.337507 |
| Min length | 7 |
Characters and Unicode
| Total characters | 30752 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Sales Representative |
| 3rd row | Sales Executive |
| 4th row | Healthcare Representative |
| 5th row | Manager |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 355 | |
| Research Scientist | 344 | |
| Laboratory Technician | 334 | |
| Manufacturing Director | 196 | |
| Healthcare Representative | 155 | |
| Manager | 111 | 6.6% |
| Sales Representative | 77 | 4.6% |
| Research Director | 71 | 4.2% |
| Human Resources | 34 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 432 | |
| research | 415 | |
| executive | 355 | |
| scientist | 344 | |
| laboratory | 334 | |
| technician | 334 | |
| director | 267 | |
| representative | 232 | |
| manufacturing | 196 | |
| healthcare | 155 | 4.8% |
| Other values (3) | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4334 | |
| a | 3039 | 9.9% |
| t | 2459 | 8.0% |
| c | 2434 | 7.9% |
| i | 2406 | 7.8% |
| r | 2345 | 7.6% |
| n | 1781 | 5.8% |
| 1566 | 5.1% | |
| s | 1491 | 4.8% |
| o | 969 | 3.2% |
| Other values (19) | 7928 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25943 | |
| Uppercase Letter | 3243 | 10.5% |
| Space Separator | 1566 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4334 | |
| a | 3039 | |
| t | 2459 | |
| c | 2434 | |
| i | 2406 | |
| r | 2345 | |
| n | 1781 | |
| s | 1491 | 5.7% |
| o | 969 | 3.7% |
| h | 904 | 3.5% |
| Other values (10) | 3781 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 776 | |
| R | 681 | |
| E | 355 | |
| L | 334 | |
| T | 334 | |
| M | 307 | 9.5% |
| D | 267 | 8.2% |
| H | 189 | 5.8% |
Space Separator
| Value | Count | Frequency (%) |
| 1566 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29186 | |
| Common | 1566 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4334 | |
| a | 3039 | |
| t | 2459 | 8.4% |
| c | 2434 | 8.3% |
| i | 2406 | 8.2% |
| r | 2345 | 8.0% |
| n | 1781 | 6.1% |
| s | 1491 | 5.1% |
| o | 969 | 3.3% |
| h | 904 | 3.1% |
| Other values (18) | 7024 |
Common
| Value | Count | Frequency (%) |
| 1566 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30752 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4334 | |
| a | 3039 | 9.9% |
| t | 2459 | 8.0% |
| c | 2434 | 7.9% |
| i | 2406 | 7.8% |
| r | 2345 | 7.6% |
| n | 1781 | 5.8% |
| 1566 | 5.1% | |
| s | 1491 | 4.8% |
| o | 969 | 3.2% |
| Other values (19) | 7928 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 561 | |
| 3 | 516 | |
| 1 | 310 | |
| 2 | 290 |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8509243 |
| Min length | 6 |
Characters and Unicode
| Total characters | 11489 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Divorced |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 773 | |
| Single | 577 | |
| Divorced | 327 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 773 | |
| single | 577 | |
| divorced | 327 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1873 | |
| i | 1677 | |
| e | 1677 | |
| d | 1100 | |
| M | 773 | |
| a | 773 | |
| S | 577 | 5.0% |
| n | 577 | 5.0% |
| g | 577 | 5.0% |
| l | 577 | 5.0% |
| Other values (4) | 1308 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9812 | |
| Uppercase Letter | 1677 | 14.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1873 | |
| i | 1677 | |
| e | 1677 | |
| d | 1100 | |
| a | 773 | |
| n | 577 | 5.9% |
| g | 577 | 5.9% |
| l | 577 | 5.9% |
| v | 327 | 3.3% |
| o | 327 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 773 | |
| S | 577 | |
| D | 327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11489 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1873 | |
| i | 1677 | |
| e | 1677 | |
| d | 1100 | |
| M | 773 | |
| a | 773 | |
| S | 577 | 5.0% |
| n | 577 | 5.0% |
| g | 577 | 5.0% |
| l | 577 | 5.0% |
| Other values (4) | 1308 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11489 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1873 | |
| i | 1677 | |
| e | 1677 | |
| d | 1100 | |
| M | 773 | |
| a | 773 | |
| S | 577 | 5.0% |
| n | 577 | 5.0% |
| g | 577 | 5.0% |
| l | 577 | 5.0% |
| Other values (4) | 1308 |
MonthlyIncome
Real number (ℝ)
| Distinct | 895 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6196.0495 |
| Minimum | 1010 |
|---|---|
| Maximum | 19973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1010 |
|---|---|
| 5-th percentile | 2096 |
| Q1 | 2875 |
| median | 4834 |
| Q3 | 7403 |
| 95-th percentile | 17610.2 |
| Maximum | 19973 |
| Range | 18963 |
| Interquartile range (IQR) | 4528 |
Descriptive statistics
| Standard deviation | 4520.0508 |
|---|---|
| Coefficient of variation (CV) | 0.72950527 |
| Kurtosis | 1.6846948 |
| Mean | 6196.0495 |
| Median Absolute Deviation (MAD) | 2013 |
| Skewness | 1.5514099 |
| Sum | 10390775 |
| Variance | 20430859 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2911 | 9 | 0.5% |
| 2559 | 9 | 0.5% |
| 6811 | 8 | 0.5% |
| 5228 | 8 | 0.5% |
| 2342 | 8 | 0.5% |
| 3646 | 8 | 0.5% |
| 5473 | 7 | 0.4% |
| 7441 | 7 | 0.4% |
| 5207 | 6 | 0.4% |
| 6272 | 6 | 0.4% |
| Other values (885) | 1601 |
| Value | Count | Frequency (%) |
| 1010 | 1 | 0.1% |
| 1081 | 4 | |
| 1091 | 3 | |
| 1200 | 1 | 0.1% |
| 1223 | 1 | 0.1% |
| 1232 | 1 | 0.1% |
| 1261 | 3 | |
| 1274 | 4 | |
| 1281 | 4 | |
| 1359 | 2 |
| Value | Count | Frequency (%) |
| 19973 | 1 | 0.1% |
| 19943 | 2 | |
| 19859 | 3 | |
| 19847 | 3 | |
| 19665 | 1 | 0.1% |
| 19658 | 1 | 0.1% |
| 19636 | 1 | 0.1% |
| 19627 | 1 | 0.1% |
| 19626 | 2 | |
| 19613 | 1 | 0.1% |
MonthlyRate
Real number (ℝ)
| Distinct | 903 |
|---|---|
| Distinct (%) | 53.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14770.048 |
| Minimum | 636 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 636 |
|---|---|
| 5-th percentile | 3481.2 |
| Q1 | 8509 |
| median | 15332 |
| Q3 | 20990 |
| 95-th percentile | 25761 |
| Maximum | 26999 |
| Range | 26363 |
| Interquartile range (IQR) | 12481 |
Descriptive statistics
| Standard deviation | 7112.2039 |
|---|---|
| Coefficient of variation (CV) | 0.48152882 |
| Kurtosis | -1.207622 |
| Mean | 14770.048 |
| Median Absolute Deviation (MAD) | 6236 |
| Skewness | -0.061418209 |
| Sum | 24769371 |
| Variance | 50583444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4223 | 9 | 0.5% |
| 8952 | 8 | 0.5% |
| 15891 | 8 | 0.5% |
| 22490 | 7 | 0.4% |
| 16900 | 7 | 0.4% |
| 9150 | 7 | 0.4% |
| 11652 | 7 | 0.4% |
| 20364 | 6 | 0.4% |
| 26999 | 6 | 0.4% |
| 20439 | 6 | 0.4% |
| Other values (893) | 1606 |
| Value | Count | Frequency (%) |
| 636 | 1 | 0.1% |
| 2125 | 2 | |
| 2137 | 1 | 0.1% |
| 2253 | 2 | |
| 2323 | 2 | |
| 2326 | 2 | |
| 2338 | 3 | |
| 2354 | 3 | |
| 2373 | 3 | |
| 2396 | 3 |
| Value | Count | Frequency (%) |
| 26999 | 6 | |
| 26959 | 2 | 0.1% |
| 26897 | 3 | |
| 26894 | 1 | 0.1% |
| 26862 | 2 | 0.1% |
| 26849 | 2 | 0.1% |
| 26767 | 1 | 0.1% |
| 26703 | 1 | 0.1% |
| 26589 | 4 | |
| 26551 | 3 |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7257007 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.3456941 |
|---|---|
| Coefficient of variation (CV) | 0.86058388 |
| Kurtosis | 0.49636451 |
| Mean | 2.7257007 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2754566 |
| Sum | 4571 |
| Variance | 5.5022806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 859 | |
| 2 | 169 | 10.1% |
| 3 | 166 | 9.9% |
| 4 | 161 | 9.6% |
| 7 | 88 | 5.2% |
| 6 | 68 | 4.1% |
| 9 | 63 | 3.8% |
| 5 | 61 | 3.6% |
| 8 | 42 | 2.5% |
| Value | Count | Frequency (%) |
| 1 | 859 | |
| 2 | 169 | 10.1% |
| 3 | 166 | 9.9% |
| 4 | 161 | 9.6% |
| 5 | 61 | 3.6% |
| 6 | 68 | 4.1% |
| 7 | 88 | 5.2% |
| 8 | 42 | 2.5% |
| 9 | 63 | 3.8% |
| Value | Count | Frequency (%) |
| 9 | 63 | 3.8% |
| 8 | 42 | 2.5% |
| 7 | 88 | 5.2% |
| 6 | 68 | 4.1% |
| 5 | 61 | 3.6% |
| 4 | 161 | 9.6% |
| 3 | 166 | 9.9% |
| 2 | 169 | 10.1% |
| 1 | 859 |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1277 | |
| True | 400 | 23.9% |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.903399 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 17 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.4208011 |
|---|---|
| Coefficient of variation (CV) | 0.2295316 |
| Kurtosis | -0.063513479 |
| Mean | 14.903399 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.91450964 |
| Sum | 24993 |
| Variance | 11.70188 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 13 | 267 | |
| 14 | 258 | |
| 11 | 237 | |
| 12 | 235 | |
| 15 | 124 | |
| 18 | 97 | 5.8% |
| 17 | 92 | 5.5% |
| 19 | 79 | 4.7% |
| 16 | 74 | 4.4% |
| 22 | 57 | 3.4% |
| Other values (5) | 157 |
| Value | Count | Frequency (%) |
| 11 | 237 | |
| 12 | 235 | |
| 13 | 267 | |
| 14 | 258 | |
| 15 | 124 | |
| 16 | 74 | 4.4% |
| 17 | 92 | 5.5% |
| 18 | 97 | 5.8% |
| 19 | 79 | 4.7% |
| 20 | 55 | 3.3% |
| Value | Count | Frequency (%) |
| 25 | 10 | 0.6% |
| 24 | 16 | 1.0% |
| 23 | 22 | 1.3% |
| 22 | 57 | |
| 21 | 54 | |
| 20 | 55 | |
| 19 | 79 | |
| 18 | 97 | |
| 17 | 92 | |
| 16 | 74 |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 523 | |
| 4 | 518 | |
| 2 | 337 | |
| 1 | 299 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 65 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 745 | |
| 0 | 732 | |
| 2 | 135 | 8.1% |
| 3 | 65 | 3.9% |
TotalWorkingYears
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.7096 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 13 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 9 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.2551346 |
|---|---|
| Coefficient of variation (CV) | 0.67744213 |
| Kurtosis | 1.1838082 |
| Mean | 10.7096 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1452338 |
| Sum | 17960 |
| Variance | 52.636978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 10 | 254 | |
| 6 | 156 | 9.3% |
| 8 | 116 | 6.9% |
| 9 | 114 | 6.8% |
| 7 | 104 | 6.2% |
| 1 | 103 | 6.1% |
| 5 | 94 | 5.6% |
| 4 | 77 | 4.6% |
| 12 | 54 | 3.2% |
| 15 | 53 | 3.2% |
| Other values (31) | 552 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.8% |
| 1 | 103 | |
| 2 | 30 | 1.8% |
| 3 | 48 | 2.9% |
| 4 | 77 | |
| 5 | 94 | |
| 6 | 156 | |
| 7 | 104 | |
| 8 | 116 | |
| 9 | 114 |
| Value | Count | Frequency (%) |
| 41 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 38 | 2 | 0.1% |
| 37 | 2 | 0.1% |
| 36 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 34 | 4 | |
| 33 | 8 | |
| 32 | 2 | 0.1% |
| 31 | 9 |
TrainingTimesLastYear
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7328563 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 50 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1452714 |
|---|---|
| Coefficient of variation (CV) | 0.41907487 |
| Kurtosis | 1.0078225 |
| Mean | 2.7328563 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.57095907 |
| Sum | 4583 |
| Variance | 1.3116466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 655 | |
| 3 | 626 | |
| 5 | 122 | 7.3% |
| 4 | 122 | 7.3% |
| 1 | 63 | 3.8% |
| 0 | 50 | 3.0% |
| 6 | 39 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 50 | 3.0% |
| 1 | 63 | 3.8% |
| 2 | 655 | |
| 3 | 626 | |
| 4 | 122 | 7.3% |
| 5 | 122 | 7.3% |
| 6 | 39 | 2.3% |
| Value | Count | Frequency (%) |
| 6 | 39 | 2.3% |
| 5 | 122 | 7.3% |
| 4 | 122 | 7.3% |
| 3 | 626 | |
| 2 | 655 | |
| 1 | 63 | 3.8% |
| 0 | 50 | 3.0% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 68 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 2 | 385 | 23.0% |
| 4 | 135 | 8.1% |
| 1 | 68 | 4.1% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 34 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8067979 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 54 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.8832821 |
|---|---|
| Coefficient of variation (CV) | 0.8643245 |
| Kurtosis | 3.9297715 |
| Mean | 6.8067979 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7382885 |
| Sum | 11415 |
| Variance | 34.613009 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 5 | 228 | |
| 1 | 214 | |
| 3 | 176 | |
| 10 | 138 | |
| 4 | 121 | 7.2% |
| 2 | 108 | 6.4% |
| 7 | 103 | 6.1% |
| 9 | 99 | 5.9% |
| 8 | 91 | 5.4% |
| 6 | 87 | 5.2% |
| Other values (24) | 312 |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.2% |
| 1 | 214 | |
| 2 | 108 | |
| 3 | 176 | |
| 4 | 121 | |
| 5 | 228 | |
| 6 | 87 | 5.2% |
| 7 | 103 | |
| 8 | 91 | 5.4% |
| 9 | 99 |
| Value | Count | Frequency (%) |
| 41 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 34 | 2 | 0.1% |
| 33 | 5 | |
| 31 | 4 | |
| 30 | 2 | 0.1% |
| 29 | 3 | |
| 27 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 25 | 5 |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1443053 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 307 |
| Zeros (%) | 18.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5833977 |
|---|---|
| Coefficient of variation (CV) | 0.86465581 |
| Kurtosis | 0.68077127 |
| Mean | 4.1443053 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.94266312 |
| Sum | 6950 |
| Variance | 12.840739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 415 | |
| 0 | 307 | |
| 7 | 263 | |
| 3 | 166 | 9.9% |
| 4 | 125 | 7.5% |
| 8 | 103 | 6.1% |
| 9 | 77 | 4.6% |
| 1 | 43 | 2.6% |
| 6 | 40 | 2.4% |
| 5 | 34 | 2.0% |
| Other values (9) | 104 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 307 | |
| 1 | 43 | 2.6% |
| 2 | 415 | |
| 3 | 166 | 9.9% |
| 4 | 125 | 7.5% |
| 5 | 34 | 2.0% |
| 6 | 40 | 2.4% |
| 7 | 263 | |
| 8 | 103 | 6.1% |
| 9 | 77 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.2% |
| 17 | 6 | 0.4% |
| 16 | 6 | 0.4% |
| 15 | 5 | 0.3% |
| 14 | 14 | 0.8% |
| 13 | 14 | 0.8% |
| 12 | 11 | 0.7% |
| 11 | 16 | 1.0% |
| 10 | 28 | 1.7% |
| 9 | 77 |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9785331 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 726 |
| Zeros (%) | 43.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 8.2 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.0457164 |
|---|---|
| Coefficient of variation (CV) | 1.5393811 |
| Kurtosis | 4.1578175 |
| Mean | 1.9785331 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.0807537 |
| Sum | 3318 |
| Variance | 9.2763885 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 726 | |
| 1 | 407 | |
| 2 | 148 | 8.8% |
| 7 | 89 | 5.3% |
| 4 | 78 | 4.7% |
| 3 | 53 | 3.2% |
| 5 | 41 | 2.4% |
| 6 | 36 | 2.1% |
| 11 | 31 | 1.8% |
| 8 | 15 | 0.9% |
| Other values (6) | 53 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 726 | |
| 1 | 407 | |
| 2 | 148 | 8.8% |
| 3 | 53 | 3.2% |
| 4 | 78 | 4.7% |
| 5 | 41 | 2.4% |
| 6 | 36 | 2.1% |
| 7 | 89 | 5.3% |
| 8 | 15 | 0.9% |
| 9 | 15 | 0.9% |
| Value | Count | Frequency (%) |
| 15 | 12 | 0.7% |
| 14 | 6 | 0.4% |
| 13 | 8 | 0.5% |
| 12 | 8 | 0.5% |
| 11 | 31 | 1.8% |
| 10 | 4 | 0.2% |
| 9 | 15 | 0.9% |
| 8 | 15 | 0.9% |
| 7 | 89 | |
| 6 | 36 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1848539 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 298 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5750307 |
|---|---|
| Coefficient of variation (CV) | 0.85427849 |
| Kurtosis | 0.17066667 |
| Mean | 4.1848539 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8193449 |
| Sum | 7018 |
| Variance | 12.780844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 387 | |
| 0 | 298 | |
| 7 | 265 | |
| 3 | 174 | |
| 8 | 125 | 7.5% |
| 4 | 107 | 6.4% |
| 1 | 71 | 4.2% |
| 9 | 57 | 3.4% |
| 5 | 38 | 2.3% |
| 6 | 34 | 2.0% |
| Other values (8) | 121 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 71 | 4.2% |
| 2 | 387 | |
| 3 | 174 | |
| 4 | 107 | 6.4% |
| 5 | 38 | 2.3% |
| 6 | 34 | 2.0% |
| 7 | 265 | |
| 8 | 125 | 7.5% |
| 9 | 57 | 3.4% |
| Value | Count | Frequency (%) |
| 17 | 8 | 0.5% |
| 16 | 2 | 0.1% |
| 15 | 6 | 0.4% |
| 14 | 7 | 0.4% |
| 13 | 17 | 1.0% |
| 12 | 22 | 1.3% |
| 11 | 30 | 1.8% |
| 10 | 29 | 1.7% |
| 9 | 57 | |
| 8 | 125 |
Attrition
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1477 | |
| 1 | 200 | 11.9% |
DistanceFromHome_out
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 0 | |
|---|---|
| 1 | 53 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1624 | |
| 1 | 53 | 3.2% |
Age_out
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 0 | |
|---|---|
| 1 | 22 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1655 | |
| 1 | 22 | 1.3% |
CurrManagerTotal
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 174 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41016766 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 298 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.15789474 |
| median | 0.4 |
| Q3 | 0.66666667 |
| 95-th percentile | 0.88888889 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.50877193 |
Descriptive statistics
| Standard deviation | 0.29709736 |
|---|---|
| Coefficient of variation (CV) | 0.72433149 |
| Kurtosis | -1.1263733 |
| Mean | 0.41016766 |
| Median Absolute Deviation (MAD) | 0.26666667 |
| Skewness | 0.1493561 |
| Sum | 687.85117 |
| Variance | 0.088266839 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 0.5 | 120 | 7.2% |
| 0.3333333333 | 88 | 5.2% |
| 0.6666666667 | 83 | 4.9% |
| 0.8 | 80 | 4.8% |
| 0.7 | 73 | 4.4% |
| 0.25 | 59 | 3.5% |
| 1 | 48 | 2.9% |
| 0.4 | 45 | 2.7% |
| 0.2 | 45 | 2.7% |
| Other values (164) | 738 |
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 0.02941176471 | 1 | 0.1% |
| 0.03571428571 | 1 | 0.1% |
| 0.03703703704 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.05 | 2 | 0.1% |
| 0.05263157895 | 3 | 0.2% |
| 0.05882352941 | 3 | 0.2% |
| 0.0625 | 3 | 0.2% |
| 0.06666666667 | 6 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 48 | |
| 0.9375 | 1 | 0.1% |
| 0.9230769231 | 2 | 0.1% |
| 0.9166666667 | 1 | 0.1% |
| 0.9090909091 | 1 | 0.1% |
| 0.9 | 20 | |
| 0.8888888889 | 12 | 0.7% |
| 0.8823529412 | 1 | 0.1% |
| 0.875 | 31 | |
| 0.8571428571 | 8 | 0.5% |
TotalSatisfaction
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7708706 |
| Minimum | 1 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.5 |
| median | 2.75 |
| Q3 | 3 |
| 95-th percentile | 3.5 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.49370714 |
|---|---|
| Coefficient of variation (CV) | 0.17817762 |
| Kurtosis | -0.029500778 |
| Mean | 2.7708706 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.2455635 |
| Sum | 4646.75 |
| Variance | 0.24374674 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 2.75 | 356 | |
| 3 | 303 | |
| 2.5 | 272 | |
| 3.25 | 219 | |
| 2.25 | 175 | |
| 3.5 | 131 | 7.8% |
| 2 | 101 | 6.0% |
| 3.75 | 49 | 2.9% |
| 1.75 | 38 | 2.3% |
| 1.5 | 21 | 1.3% |
| Other values (3) | 12 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 1.25 | 4 | 0.2% |
| 1.5 | 21 | 1.3% |
| 1.75 | 38 | 2.3% |
| 2 | 101 | 6.0% |
| 2.25 | 175 | |
| 2.5 | 272 | |
| 2.75 | 356 | |
| 3 | 303 | |
| 3.25 | 219 |
| Value | Count | Frequency (%) |
| 4 | 6 | 0.4% |
| 3.75 | 49 | 2.9% |
| 3.5 | 131 | 7.8% |
| 3.25 | 219 | |
| 3 | 303 | |
| 2.75 | 356 | |
| 2.5 | 272 | |
| 2.25 | 175 | |
| 2 | 101 | 6.0% |
| 1.75 | 38 | 2.3% |
YearsInJobs
Real number (ℝ)
| Distinct | 154 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0578241 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 13 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.1428571 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 16 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 6.8571429 |
Descriptive statistics
| Standard deviation | 5.3982349 |
|---|---|
| Coefficient of variation (CV) | 0.8911178 |
| Kurtosis | 5.9949779 |
| Mean | 6.0578241 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.0160952 |
| Sum | 10158.971 |
| Variance | 29.14094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 162 | 9.7% |
| 1 | 144 | 8.6% |
| 6 | 119 | 7.1% |
| 5 | 111 | 6.6% |
| 4 | 90 | 5.4% |
| 2 | 71 | 4.2% |
| 3 | 70 | 4.2% |
| 9 | 68 | 4.1% |
| 8 | 49 | 2.9% |
| 7 | 43 | 2.6% |
| Other values (144) | 750 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.2222222222 | 1 | 0.1% |
| 0.3333333333 | 1 | 0.1% |
| 0.375 | 1 | 0.1% |
| 0.4444444444 | 2 | 0.1% |
| 0.5 | 11 | |
| 0.5714285714 | 2 | 0.1% |
| 0.625 | 1 | 0.1% |
| 0.6666666667 | 16 | |
| 0.7142857143 | 4 | 0.2% |
| Value | Count | Frequency (%) |
| 41 | 1 | 0.1% |
| 38 | 1 | 0.1% |
| 34 | 4 | |
| 33 | 3 | |
| 31 | 3 | |
| 29 | 1 | 0.1% |
| 28 | 2 | 0.1% |
| 26 | 3 | |
| 25 | 1 | 0.1% |
| 24 | 5 |
JobHopper
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1677 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1677 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1677 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1677 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1467 | |
| 1 | 210 | 12.5% |
| Age | DailyRate | DistanceFromHome | HourlyRate | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | CurrManagerTotal | TotalSatisfaction | YearsInJobs | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | Attrition | DistanceFromHome_out | Age_out | JobHopper | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.035 | -0.034 | 0.032 | 0.420 | 0.007 | 0.407 | -0.053 | 0.636 | 0.032 | 0.250 | 0.215 | 0.178 | 0.197 | -0.197 | 0.044 | 0.204 | 0.043 | 0.035 | 0.173 | 0.042 | 0.047 | 0.050 | 0.000 | 0.285 | 0.183 | 0.000 | 0.120 | 0.011 | 0.022 | 0.096 | 0.000 | 0.164 | 0.000 | 0.775 | 0.105 |
| DailyRate | 0.035 | 1.000 | 0.018 | 0.001 | 0.023 | -0.012 | -0.020 | -0.011 | 0.043 | -0.030 | 0.068 | 0.059 | 0.039 | 0.041 | 0.019 | -0.031 | 0.068 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.062 | 0.024 | 0.000 | 0.000 | 0.000 | 0.001 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DistanceFromHome | -0.034 | 0.018 | 1.000 | -0.003 | -0.052 | 0.027 | -0.021 | 0.017 | -0.018 | 0.006 | -0.014 | -0.010 | -0.017 | 0.007 | 0.021 | 0.003 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.008 | 0.000 | 0.072 | 0.032 | 0.000 | 0.030 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.919 | 0.000 | 0.092 |
| HourlyRate | 0.032 | 0.001 | -0.003 | 1.000 | -0.032 | -0.019 | 0.069 | 0.021 | -0.031 | 0.058 | -0.081 | -0.079 | -0.043 | -0.075 | -0.078 | -0.028 | -0.087 | 0.040 | 0.059 | 0.000 | 0.038 | 0.031 | 0.000 | 0.013 | 0.000 | 0.030 | 0.029 | 0.095 | 0.060 | 0.046 | 0.062 | 0.040 | 0.039 | 0.000 | 0.000 | 0.000 |
| MonthlyIncome | 0.420 | 0.023 | -0.052 | -0.032 | 1.000 | 0.044 | 0.160 | -0.103 | 0.654 | -0.016 | 0.488 | 0.425 | 0.292 | 0.414 | 0.061 | 0.009 | 0.429 | 0.000 | 0.203 | 0.097 | 0.100 | 0.000 | 0.000 | 0.000 | 0.848 | 0.411 | 0.057 | 0.014 | 0.057 | 0.022 | 0.028 | 0.046 | 0.194 | 0.062 | 0.109 | 0.118 |
| MonthlyRate | 0.007 | -0.012 | 0.027 | -0.019 | 0.044 | 1.000 | -0.017 | 0.049 | 0.005 | 0.026 | 0.029 | 0.035 | 0.013 | 0.004 | -0.011 | -0.010 | 0.019 | 0.000 | 0.037 | 0.041 | 0.000 | 0.049 | 0.070 | 0.000 | 0.049 | 0.040 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.023 | 0.055 | 0.041 | 0.000 | 0.000 |
| NumCompaniesWorked | 0.407 | -0.020 | -0.021 | 0.069 | 0.160 | -0.017 | 1.000 | -0.030 | 0.331 | 0.013 | -0.188 | -0.141 | -0.047 | -0.145 | -0.381 | -0.037 | -0.535 | 0.000 | 0.017 | 0.082 | 0.011 | 0.029 | 0.052 | 0.000 | 0.118 | 0.067 | 0.023 | 0.056 | 0.000 | 0.019 | 0.000 | 0.030 | 0.113 | 0.056 | 0.110 | 0.797 |
| PercentSalaryHike | -0.053 | -0.011 | 0.017 | 0.021 | -0.103 | 0.049 | -0.030 | 1.000 | -0.063 | -0.010 | -0.072 | -0.046 | -0.091 | -0.054 | -0.013 | -0.022 | -0.027 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.044 | 0.020 | 0.052 | 0.040 | 0.080 | 0.065 | 0.000 | 0.000 |
| TotalWorkingYears | 0.636 | 0.043 | -0.018 | -0.031 | 0.654 | 0.005 | 0.331 | -0.063 | 1.000 | -0.030 | 0.596 | 0.516 | 0.356 | 0.531 | -0.002 | 0.011 | 0.552 | 0.037 | 0.101 | 0.103 | 0.069 | 0.051 | 0.126 | 0.060 | 0.529 | 0.301 | 0.000 | 0.063 | 0.020 | 0.000 | 0.050 | 0.000 | 0.179 | 0.044 | 0.236 | 0.204 |
| TrainingTimesLastYear | 0.032 | -0.030 | 0.006 | 0.058 | -0.016 | 0.026 | 0.013 | -0.010 | -0.030 | 1.000 | -0.063 | -0.069 | -0.023 | -0.060 | -0.054 | -0.029 | -0.035 | 0.000 | 0.064 | 0.000 | 0.040 | 0.014 | 0.035 | 0.000 | 0.027 | 0.050 | 0.000 | 0.030 | 0.042 | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.060 | 0.000 |
| YearsAtCompany | 0.250 | 0.068 | -0.014 | -0.081 | 0.488 | 0.029 | -0.188 | -0.072 | 0.596 | -0.063 | 1.000 | 0.867 | 0.517 | 0.874 | 0.559 | 0.017 | 0.706 | 0.041 | 0.042 | 0.085 | 0.053 | 0.016 | 0.032 | 0.045 | 0.347 | 0.202 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.137 | 0.000 | 0.000 | 0.227 |
| YearsInCurrentRole | 0.215 | 0.059 | -0.010 | -0.079 | 0.425 | 0.035 | -0.141 | -0.046 | 0.516 | -0.069 | 0.867 | 1.000 | 0.497 | 0.781 | 0.531 | 0.005 | 0.601 | 0.096 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.232 | 0.141 | 0.000 | 0.000 | 0.000 | 0.017 | 0.036 | 0.000 | 0.172 | 0.000 | 0.000 | 0.226 |
| YearsSinceLastPromotion | 0.178 | 0.039 | -0.017 | -0.043 | 0.292 | 0.013 | -0.047 | -0.091 | 0.356 | -0.023 | 0.517 | 0.497 | 1.000 | 0.487 | 0.319 | 0.076 | 0.354 | 0.000 | 0.042 | 0.047 | 0.038 | 0.000 | 0.062 | 0.021 | 0.225 | 0.132 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.059 | 0.079 | 0.139 |
| YearsWithCurrManager | 0.197 | 0.041 | 0.007 | -0.075 | 0.414 | 0.004 | -0.145 | -0.054 | 0.531 | -0.060 | 0.874 | 0.781 | 0.487 | 1.000 | 0.753 | 0.028 | 0.615 | 0.034 | 0.050 | 0.053 | 0.036 | 0.000 | 0.000 | 0.026 | 0.227 | 0.131 | 0.067 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.174 | 0.000 | 0.000 | 0.214 |
| CurrManagerTotal | -0.197 | 0.019 | 0.021 | -0.078 | 0.061 | -0.011 | -0.381 | -0.013 | -0.002 | -0.054 | 0.559 | 0.531 | 0.319 | 0.753 | 1.000 | 0.044 | 0.408 | 0.047 | 0.000 | 0.057 | 0.000 | 0.030 | 0.000 | 0.010 | 0.166 | 0.115 | 0.000 | 0.079 | 0.000 | 0.015 | 0.030 | 0.015 | 0.157 | 0.084 | 0.064 | 0.204 |
| TotalSatisfaction | 0.044 | -0.031 | 0.003 | -0.028 | 0.009 | -0.010 | -0.037 | -0.022 | 0.011 | -0.029 | 0.017 | 0.005 | 0.076 | 0.028 | 0.044 | 1.000 | 0.046 | 0.027 | 0.000 | 0.029 | 0.000 | 0.309 | 0.071 | 0.253 | 0.000 | 0.011 | 0.330 | 0.000 | 0.000 | 0.333 | 0.000 | 0.059 | 0.197 | 0.000 | 0.030 | 0.000 |
| YearsInJobs | 0.204 | 0.068 | 0.002 | -0.087 | 0.429 | 0.019 | -0.535 | -0.027 | 0.552 | -0.035 | 0.706 | 0.601 | 0.354 | 0.615 | 0.408 | 0.046 | 1.000 | 0.000 | 0.000 | 0.036 | 0.042 | 0.000 | 0.059 | 0.065 | 0.273 | 0.171 | 0.000 | 0.000 | 0.000 | 0.039 | 0.014 | 0.000 | 0.161 | 0.000 | 0.005 | 0.396 |
| BusinessTravel | 0.043 | 0.057 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.058 | 0.037 | 0.000 | 0.041 | 0.096 | 0.000 | 0.034 | 0.047 | 0.027 | 0.000 | 1.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.041 | 0.041 | 0.029 | 0.021 | 0.014 | 0.023 | 0.000 | 0.027 | 0.000 | 0.111 | 0.000 | 0.006 | 0.000 |
| Department | 0.035 | 0.000 | 0.000 | 0.059 | 0.203 | 0.037 | 0.017 | 0.000 | 0.101 | 0.064 | 0.042 | 0.000 | 0.042 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.544 | 0.000 | 0.000 | 0.000 | 0.205 | 0.934 | 0.048 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 |
| Education | 0.173 | 0.000 | 0.000 | 0.000 | 0.097 | 0.041 | 0.082 | 0.000 | 0.103 | 0.000 | 0.085 | 0.072 | 0.047 | 0.053 | 0.057 | 0.029 | 0.036 | 0.000 | 0.000 | 1.000 | 0.043 | 0.049 | 0.000 | 0.021 | 0.092 | 0.064 | 0.029 | 0.044 | 0.000 | 0.000 | 0.052 | 0.000 | 0.092 | 0.000 | 0.013 | 0.042 |
| EducationField | 0.042 | 0.000 | 0.000 | 0.038 | 0.100 | 0.000 | 0.011 | 0.000 | 0.069 | 0.040 | 0.053 | 0.000 | 0.038 | 0.036 | 0.000 | 0.000 | 0.042 | 0.039 | 0.544 | 0.043 | 1.000 | 0.000 | 0.000 | 0.026 | 0.091 | 0.304 | 0.017 | 0.039 | 0.040 | 0.000 | 0.000 | 0.034 | 0.039 | 0.000 | 0.038 | 0.000 |
| EnvironmentSatisfaction | 0.047 | 0.000 | 0.016 | 0.031 | 0.000 | 0.049 | 0.029 | 0.000 | 0.051 | 0.014 | 0.016 | 0.000 | 0.000 | 0.000 | 0.030 | 0.309 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 1.000 | 0.038 | 0.021 | 0.000 | 0.036 | 0.023 | 0.010 | 0.000 | 0.026 | 0.019 | 0.000 | 0.092 | 0.028 | 0.032 | 0.030 |
| Gender | 0.050 | 0.029 | 0.008 | 0.000 | 0.000 | 0.070 | 0.052 | 0.000 | 0.126 | 0.035 | 0.032 | 0.000 | 0.062 | 0.000 | 0.000 | 0.071 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 1.000 | 0.000 | 0.073 | 0.114 | 0.016 | 0.000 | 0.000 | 0.001 | 0.000 | 0.052 | 0.032 | 0.000 | 0.042 | 0.000 |
| JobInvolvement | 0.000 | 0.062 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.045 | 0.000 | 0.021 | 0.026 | 0.010 | 0.253 | 0.065 | 0.041 | 0.000 | 0.021 | 0.026 | 0.021 | 0.000 | 1.000 | 0.000 | 0.026 | 0.021 | 0.000 | 0.047 | 0.000 | 0.026 | 0.025 | 0.156 | 0.000 | 0.000 | 0.022 |
| JobLevel | 0.285 | 0.024 | 0.072 | 0.000 | 0.848 | 0.049 | 0.118 | 0.053 | 0.529 | 0.027 | 0.347 | 0.232 | 0.225 | 0.227 | 0.166 | 0.000 | 0.273 | 0.041 | 0.205 | 0.092 | 0.091 | 0.000 | 0.073 | 0.000 | 1.000 | 0.581 | 0.000 | 0.000 | 0.014 | 0.000 | 0.034 | 0.000 | 0.179 | 0.029 | 0.132 | 0.127 |
| JobRole | 0.183 | 0.000 | 0.032 | 0.030 | 0.411 | 0.040 | 0.067 | 0.000 | 0.301 | 0.050 | 0.202 | 0.141 | 0.132 | 0.131 | 0.115 | 0.011 | 0.171 | 0.029 | 0.934 | 0.064 | 0.304 | 0.036 | 0.114 | 0.026 | 0.581 | 1.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.041 | 0.000 | 0.205 | 0.037 | 0.079 | 0.112 |
| JobSatisfaction | 0.000 | 0.000 | 0.000 | 0.029 | 0.057 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.330 | 0.000 | 0.021 | 0.048 | 0.029 | 0.017 | 0.023 | 0.016 | 0.021 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 |
| MaritalStatus | 0.120 | 0.000 | 0.030 | 0.095 | 0.014 | 0.000 | 0.056 | 0.000 | 0.063 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.014 | 0.024 | 0.044 | 0.039 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.044 | 0.000 | 0.607 | 0.000 | 0.178 | 0.017 | 0.000 | 0.044 |
| OverTime | 0.011 | 0.001 | 0.000 | 0.060 | 0.057 | 0.000 | 0.000 | 0.044 | 0.020 | 0.042 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.047 | 0.014 | 0.000 | 0.000 | 0.044 | 1.000 | 0.045 | 0.043 | 0.033 | 0.170 | 0.000 | 0.000 | 0.000 |
| RelationshipSatisfaction | 0.022 | 0.013 | 0.000 | 0.046 | 0.022 | 0.030 | 0.019 | 0.020 | 0.000 | 0.000 | 0.032 | 0.017 | 0.048 | 0.000 | 0.015 | 0.333 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.001 | 0.000 | 0.000 | 0.026 | 0.015 | 0.000 | 0.045 | 1.000 | 0.015 | 0.000 | 0.091 | 0.010 | 0.000 | 0.000 |
| StockOptionLevel | 0.096 | 0.000 | 0.044 | 0.062 | 0.028 | 0.000 | 0.000 | 0.052 | 0.050 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.030 | 0.000 | 0.014 | 0.027 | 0.000 | 0.052 | 0.000 | 0.019 | 0.000 | 0.026 | 0.034 | 0.041 | 0.000 | 0.607 | 0.043 | 0.015 | 1.000 | 0.031 | 0.241 | 0.031 | 0.000 | 0.000 |
| WorkLifeBalance | 0.000 | 0.000 | 0.000 | 0.040 | 0.046 | 0.023 | 0.030 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.052 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.031 | 1.000 | 0.082 | 0.000 | 0.024 | 0.000 |
| Attrition | 0.164 | 0.000 | 0.000 | 0.039 | 0.194 | 0.055 | 0.113 | 0.080 | 0.179 | 0.081 | 0.137 | 0.172 | 0.000 | 0.174 | 0.157 | 0.197 | 0.161 | 0.111 | 0.043 | 0.092 | 0.039 | 0.092 | 0.032 | 0.156 | 0.179 | 0.205 | 0.060 | 0.178 | 0.170 | 0.091 | 0.241 | 0.082 | 1.000 | 0.000 | 0.024 | 0.047 |
| DistanceFromHome_out | 0.000 | 0.000 | 0.919 | 0.000 | 0.062 | 0.041 | 0.056 | 0.065 | 0.044 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.084 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.029 | 0.037 | 0.000 | 0.017 | 0.000 | 0.010 | 0.031 | 0.000 | 0.000 | 1.000 | 0.000 | 0.031 |
| Age_out | 0.775 | 0.000 | 0.000 | 0.000 | 0.109 | 0.000 | 0.110 | 0.000 | 0.236 | 0.060 | 0.000 | 0.000 | 0.079 | 0.000 | 0.064 | 0.030 | 0.005 | 0.006 | 0.000 | 0.013 | 0.038 | 0.032 | 0.042 | 0.000 | 0.132 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.024 | 0.000 | 1.000 | 0.026 |
| JobHopper | 0.105 | 0.000 | 0.092 | 0.000 | 0.118 | 0.000 | 0.797 | 0.000 | 0.204 | 0.000 | 0.227 | 0.226 | 0.139 | 0.214 | 0.204 | 0.000 | 0.396 | 0.000 | 0.000 | 0.042 | 0.000 | 0.030 | 0.000 | 0.022 | 0.127 | 0.112 | 0.000 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.031 | 0.026 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | DistanceFromHome_out | Age_out | CurrManagerTotal | TotalSatisfaction | YearsInJobs | JobHopper | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 36 | Travel_Frequently | 599 | Research & Development | 24 | 3 | Medical | 4 | Male | 42 | 3 | 1 | Laboratory Technician | 4 | Married | 2596 | 5099 | 1 | Yes | 13 | 2 | 1 | 10 | 2 | 3 | 10 | 0 | 7 | 8 | 0 | 0 | 0 | 0.800000 | 3.25 | 10.00 | 0 |
| 1 | 35 | Travel_Rarely | 921 | Sales | 8 | 3 | Other | 1 | Male | 46 | 3 | 1 | Sales Representative | 1 | Married | 2899 | 10778 | 1 | No | 17 | 4 | 1 | 4 | 3 | 3 | 4 | 2 | 0 | 3 | 0 | 0 | 0 | 0.750000 | 2.25 | 4.00 | 0 |
| 2 | 32 | Travel_Rarely | 718 | Sales | 26 | 3 | Marketing | 3 | Male | 80 | 3 | 2 | Sales Executive | 4 | Divorced | 4627 | 16495 | 1 | No | 17 | 4 | 2 | 4 | 3 | 3 | 3 | 2 | 1 | 2 | 0 | 0 | 0 | 0.500000 | 3.50 | 4.00 | 0 |
| 3 | 38 | Travel_Rarely | 1488 | Research & Development | 2 | 3 | Medical | 3 | Female | 40 | 3 | 2 | Healthcare Representative | 1 | Married | 5347 | 13384 | 3 | No | 14 | 3 | 0 | 15 | 1 | 1 | 6 | 0 | 0 | 2 | 0 | 0 | 0 | 0.133333 | 2.50 | 5.00 | 0 |
| 4 | 50 | Travel_Rarely | 1017 | Research & Development | 5 | 4 | Medical | 2 | Female | 37 | 3 | 5 | Manager | 1 | Single | 19033 | 19805 | 1 | Yes | 13 | 3 | 0 | 31 | 0 | 3 | 31 | 14 | 4 | 10 | 1 | 0 | 0 | 0.322581 | 2.25 | 31.00 | 0 |
| 5 | 27 | Travel_Rarely | 566 | Research & Development | 2 | 3 | Other | 3 | Female | 56 | 3 | 2 | Manufacturing Director | 2 | Single | 4197 | 7103 | 5 | No | 11 | 4 | 0 | 6 | 0 | 3 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0.000000 | 3.00 | 1.20 | 1 |
| 6 | 34 | Travel_Rarely | 944 | Research & Development | 10 | 4 | Medical | 2 | Male | 36 | 3 | 1 | Laboratory Technician | 1 | Single | 1281 | 16900 | 1 | No | 13 | 1 | 0 | 1 | 2 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 1.75 | 1.00 | 0 |
| 7 | 40 | Travel_Rarely | 1009 | Research & Development | 2 | 3 | Life Sciences | 4 | Male | 74 | 3 | 1 | Laboratory Technician | 4 | Divorced | 3067 | 12916 | 2 | No | 12 | 4 | 1 | 6 | 3 | 2 | 3 | 2 | 1 | 2 | 0 | 0 | 0 | 0.333333 | 3.75 | 3.00 | 0 |
| 8 | 51 | Travel_Frequently | 1297 | Sales | 6 | 3 | Life Sciences | 4 | Male | 43 | 1 | 2 | Sales Executive | 4 | Married | 6439 | 21221 | 8 | Yes | 13 | 1 | 1 | 18 | 3 | 3 | 16 | 14 | 4 | 9 | 0 | 0 | 0 | 0.500000 | 2.50 | 2.25 | 0 |
| 9 | 25 | Travel_Rarely | 806 | Research & Development | 9 | 1 | Medical | 3 | Female | 82 | 3 | 1 | Laboratory Technician | 3 | Married | 2741 | 7950 | 1 | No | 15 | 3 | 1 | 9 | 2 | 2 | 9 | 7 | 7 | 8 | 0 | 0 | 0 | 0.888889 | 3.00 | 9.00 | 0 |
| Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | DistanceFromHome_out | Age_out | CurrManagerTotal | TotalSatisfaction | YearsInJobs | JobHopper | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1667 | 28 | Travel_Rarely | 207 | Research & Development | 1 | 2 | Medical | 4 | Female | 66 | 1 | 1 | Laboratory Technician | 3 | Single | 2207 | 26204 | 1 | No | 12 | 2 | 0 | 3 | 5 | 3 | 3 | 2 | 1 | 2 | 0 | 0 | 0 | 0.666667 | 2.50 | 3.000000 | 0 |
| 1668 | 44 | Travel_Rarely | 636 | Research & Development | 9 | 1 | Medical | 2 | Female | 91 | 3 | 5 | Research Director | 3 | Divorced | 19627 | 22456 | 6 | No | 13 | 2 | 1 | 23 | 0 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0.086957 | 2.50 | 3.833333 | 0 |
| 1669 | 44 | Travel_Rarely | 848 | Research & Development | 2 | 3 | Medical | 1 | Female | 60 | 2 | 1 | Research Scientist | 4 | Single | 2372 | 26849 | 9 | No | 19 | 4 | 0 | 6 | 2 | 3 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0.333333 | 2.75 | 0.666667 | 1 |
| 1670 | 48 | Travel_Rarely | 776 | Research & Development | 23 | 3 | Life Sciences | 1 | Male | 94 | 3 | 3 | Research Director | 4 | Single | 6673 | 12147 | 4 | No | 13 | 3 | 0 | 23 | 4 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 2.75 | 5.750000 | 0 |
| 1671 | 55 | Travel_Rarely | 1276 | Research & Development | 16 | 4 | Medical | 1 | Male | 78 | 2 | 2 | Healthcare Representative | 4 | Married | 5993 | 7129 | 3 | No | 17 | 2 | 3 | 12 | 3 | 3 | 10 | 9 | 6 | 7 | 0 | 0 | 0 | 0.583333 | 2.25 | 4.000000 | 0 |
| 1672 | 30 | Travel_Rarely | 945 | Sales | 1 | 3 | Life Sciences | 4 | Female | 73 | 3 | 3 | Sales Executive | 3 | Single | 8722 | 14255 | 1 | No | 19 | 2 | 0 | 10 | 2 | 4 | 10 | 0 | 0 | 8 | 0 | 0 | 0 | 0.800000 | 3.00 | 10.000000 | 0 |
| 1673 | 32 | Travel_Rarely | 1303 | Research & Development | 2 | 3 | Life Sciences | 1 | Male | 48 | 3 | 1 | Research Scientist | 2 | Married | 3544 | 15972 | 4 | No | 19 | 4 | 1 | 10 | 3 | 4 | 4 | 2 | 1 | 3 | 0 | 0 | 0 | 0.300000 | 2.50 | 2.500000 | 0 |
| 1674 | 29 | Travel_Frequently | 1184 | Human Resources | 24 | 3 | Human Resources | 2 | Male | 36 | 2 | 1 | Human Resources | 1 | Married | 2804 | 15322 | 1 | Yes | 11 | 3 | 0 | 1 | 2 | 3 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0.000000 | 2.00 | 1.000000 | 0 |
| 1675 | 36 | Travel_Rarely | 441 | Sales | 9 | 2 | Marketing | 2 | Male | 48 | 4 | 2 | Sales Executive | 3 | Divorced | 5406 | 4051 | 1 | No | 21 | 3 | 2 | 10 | 3 | 2 | 10 | 3 | 0 | 8 | 0 | 0 | 0 | 0.800000 | 3.00 | 10.000000 | 0 |
| 1676 | 36 | Travel_Rarely | 1141 | Research & Development | 20 | 3 | Life Sciences | 3 | Female | 35 | 3 | 1 | Laboratory Technician | 3 | Single | 2593 | 17381 | 1 | No | 19 | 4 | 0 | 10 | 3 | 2 | 8 | 2 | 7 | 3 | 0 | 0 | 0 | 0.300000 | 3.25 | 10.000000 | 0 |